A hybrid agent-based model of the developing mammary terminal end bud
Authored by Zhihui Wang, Vittorio Cristini, Joseph D Butner, Yao-Li Chuang, Eman Simbawa, A S Al-Fhaid, S R Mahmbud
Date Published: 2016
DOI: 10.1016/j.jtbi.2016.07.040
Sponsors:
United States National Science Foundation (NSF)
Platforms:
C++
Model Documentation:
Other Narrative
Flow charts
Model Code URLs:
Model code not found
Abstract
Mammary gland ductal elongation is spearheaded by terminal end buds
(TEBs), where populations of highly proliferative cells are maintained
throughout post-pubertal organogenesis in virgin mice until the mammary
fat pad is filled by a mature ductal tree. We have developed a hybrid
multiscale agent-based model to study how cellular differentiation
pathways, cellular proliferation capacity, and endocrine and paracrine
signaling play a role during development of the mammary gland. A
simplified cellular phenotypic hierarchy that includes stem, progenitor, and fully differentiated cells within the TEB was implemented. Model
analysis finds that mammary gland development was highly sensitive to
proliferation events within the TEB, with progenitors likely undergoing
2-3 proliferation cycles before transitioning to a non-proliferative
phenotype, and this result is in agreement with our previous
experimental work. Endocrine and paracrine signaling were found to
provide reliable ductal elongation rate regulation, while variations in
the probability a new daughter cell will be of a proliferative phenotype
were seen to have minimal effects on ductal elongation rates. Moreover, the distribution of cellular phenotypes within the TEB was highly
heterogeneous, demonstrating significant allowable plasticity in
possible phenotypic distributions while maintaining biologically
relevant growth behavior. Finally, simulation results indicate ductal
elongation rates due to cellular proliferation within the TEB may have a
greater sensitivity to upstream endocrine signaling than endothelial to
stromal paracrine signaling within the TEB. This model provides a useful
tool to gain quantitative insights into cellular population dynamics and
the effects of endocrine and paracrine signaling within the pubertal
terminal end bud. (C) 2016 Elsevier Ltd. All rights reserved.
Tags
differentiation
Breast-cancer
Carcinoma in-situ
Estrogen-receptor-alpha
Hematopoietic stem-cell
Gland development
Asymmetric division
Ductal
morphogenesis
Growth-factor
Amphiregulin